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(2023).Statistical Foundations of Actuarial Learning and its Applica- tions.Springer Actuarial.https://link.springer.com/book/10.1007/978-3-031-12409-9 15

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Climate-Driven Mortality Forecasting Using Deep Learning

stat.AP · 2026-06-25 · unverdicted · novelty 5.0

CNN-LSTM and GNN-LSTM models added to a Lee-Carter baseline reduce test MSE by about 24% versus MortFCNet on French regional mortality data from 1990-2019, with largest gains at oldest ages.

Assessing model calibration with boosting trees

math.ST · 2026-06-06 · unverdicted · novelty 4.0

Boosting trees test necessary conditions for calibration and auto-calibration of regression models, shown powerful on a large insurance dataset.

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